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In today's digital age, where security threats are increasingly sophisticated and ubiquitous, leveraging advanced technologies such as artificial intelligence (AI) for security purposes has become paramount. For system administrators and full-stack web developers, integrating AI-powered tools into log analysis can significantly enhance the ability to detect and respond to threats swiftly and efficiently. This comprehensive guide explores how AI can be harnessed for log analysis in Linux environments, delivering a crucial edge in system security. Log files provide a goldmine of information that can help identify unusual activities and potential threats.